Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 6586 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 6 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 5.1 MiB |
| Average record size in memory | 819.6 B |
Variable types
| Numeric | 1 |
|---|---|
| Categorical | 10 |
| Dataset has 6 (0.1%) duplicate rows | Duplicates |
description has a high cardinality: 6022 distinct values | High cardinality |
floor_area has a high cardinality: 245 distinct values | High cardinality |
location has a high cardinality: 749 distinct values | High cardinality |
address has a high cardinality: 1830 distinct values | High cardinality |
price has a high cardinality: 647 distinct values | High cardinality |
bedrooms is highly correlated with bathrooms and 1 other fields | High correlation |
bathrooms is highly correlated with bedrooms | High correlation |
title is highly correlated with bedrooms | High correlation |
title is highly correlated with bedrooms and 3 other fields | High correlation |
bedrooms is highly correlated with title and 3 other fields | High correlation |
bathrooms is highly correlated with title and 3 other fields | High correlation |
parking_spaces is highly correlated with title and 2 other fields | High correlation |
rental_term is highly correlated with title and 2 other fields | High correlation |
id is highly skewed (γ1 = -23.2857009) | Skewed |
description is uniformly distributed | Uniform |
Reproduction
| Analysis started | 2022-02-23 21:10:50.662007 |
|---|---|
| Analysis finished | 2022-02-23 21:12:20.597507 |
| Duration | 1 minute and 29.94 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 6534 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 110016713.8 |
| Minimum | 1285178 |
|---|---|
| Maximum | 110988274 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 51.6 KiB |
Quantile statistics
| Minimum | 1285178 |
|---|---|
| 5-th percentile | 106651420.8 |
| Q1 | 109791992.5 |
| median | 110769770 |
| Q3 | 110920096 |
| 95-th percentile | 110975815.8 |
| Maximum | 110988274 |
| Range | 109703096 |
| Interquartile range (IQR) | 1128103.5 |
Descriptive statistics
| Standard deviation | 2064964.357 |
|---|---|
| Coefficient of variation (CV) | 0.01876955133 |
| Kurtosis | 1168.809605 |
| Mean | 110016713.8 |
| Median Absolute Deviation (MAD) | 193951 |
| Skewness | -23.2857009 |
| Sum | 7.245700771 × 1011 |
| Variance | 4.264077795 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 110982361 | 4 | 0.1% |
| 110961029 | 3 | < 0.1% |
| 110803809 | 3 | < 0.1% |
| 110966875 | 3 | < 0.1% |
| 110944588 | 3 | < 0.1% |
| 110977900 | 3 | < 0.1% |
| 110779345 | 3 | < 0.1% |
| 110799911 | 3 | < 0.1% |
| 110890601 | 3 | < 0.1% |
| 110780391 | 2 | < 0.1% |
| Other values (6524) | 6556 |
| Value | Count | Frequency (%) |
| 1285178 | 1 | |
| 100244489 | 1 | |
| 100332218 | 1 | |
| 100888285 | 1 | |
| 100953981 | 1 | |
| 101067648 | 1 | |
| 101122807 | 1 | |
| 101172340 | 1 | |
| 101184628 | 1 | |
| 101184654 | 1 |
| Value | Count | Frequency (%) |
| 110988274 | 1 | |
| 110988262 | 1 | |
| 110988259 | 1 | |
| 110988254 | 1 | |
| 110988075 | 1 | |
| 110987919 | 1 | |
| 110987893 | 1 | |
| 110987835 | 1 | |
| 110987805 | 1 | |
| 110987743 | 1 |
| Distinct | 32 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 477.0 KiB |
| 2 Bedroom Apartment | |
|---|---|
| 1 Bedroom Apartment | |
| 3 Bedroom House | |
| 4 Bedroom House | |
| 3 Bedroom Apartment | |
| Other values (27) |
Length
| Max length | 21 |
|---|---|
| Median length | 19 |
| Mean length | 17.14713028 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 2 Bedroom Apartment |
|---|---|
| 2nd row | 2 Bedroom Apartment |
| 3rd row | 3 Bedroom House |
| 4th row | 2 Bedroom Apartment |
| 5th row | 1 Bedroom House |
Common Values
| Value | Count | Frequency (%) |
| 2 Bedroom Apartment | 2159 | |
| 1 Bedroom Apartment | 1266 | |
| 3 Bedroom House | 813 | 12.3% |
| 4 Bedroom House | 487 | 7.4% |
| 3 Bedroom Apartment | 460 | 7.0% |
| 2 Bedroom House | 393 | 6.0% |
| Apartment | 240 | 3.6% |
| 5 Bedroom House | 195 | 3.0% |
| 1 Bedroom House | 165 | 2.5% |
| 6 Bedroom House | 106 | 1.6% |
| Other values (22) | 302 | 4.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| bedroom | 6265 | |
| apartment | 4278 | |
| 2 | 2552 | |
| house | 2308 | 12.1% |
| 1 | 1431 | 7.5% |
| 3 | 1273 | 6.7% |
| 4 | 523 | 2.7% |
| 5 | 198 | 1.0% |
| 6 | 108 | 0.6% |
| 0.5 | 94 | 0.5% |
| Other values (12) | 86 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6022 |
|---|---|
| Distinct (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| GOOSE VALLEY GOLF ESTATE RENTALS - PLETTENBERG BAY ACCOMMODATION Goose Valley Golf ... | 35 |
|---|---|
| Sapphire Mews, Cravenby Special: 50% Deposit + 1st months rent-free & 1st 10 ... | 19 |
| Cosy two bedroom Flats in Cravenby, Elsies River Located near amenities and public transport, in central area 7 minutes to ... | 13 |
| Stunning new apartments - First Month Rent Free & No Deposit, Terms & Conditions Apply!!! Beautiful new 2 Bedroom Apartments ... | 10 |
| Situated in a secure lifestyle estate with 24hour access control, on Simonsvlei Road, just outside Paarl and a mere stone’s throw away ... | 10 |
| Other values (6017) |
Length
| Max length | 270 |
|---|---|
| Median length | 133 |
| Mean length | 119.734133 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7777 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5604 ? |
|---|---|
| Unique (%) | 85.1% |
Sample
| 1st row | Luxury Apartment close to amenities, offering 2 spacious bedroom apartment in the popular Tuscan Park Villas, Views overlooking Table ... |
|---|---|
| 2nd row | A large 2 bedroom apartment in wonderful condition with a fantastic balcony ... |
| 3rd row | Classic Victorian meets contemporary in this beautiful newly renovated house situated in a secure tranquil cul-de sac. Perfect for ... |
| 4th row | This lovely two bed unit is located in a neat, well-kept complex. Open plan kitchen & living area. Two spacious bedrooms with ... |
| 5th row | One bedroom house - stand alone - available immediately Open plan kitchen & Lounge; 1 Bedroom (BIC) with door; Bathroom with ... |
Common Values
| Value | Count | Frequency (%) |
| GOOSE VALLEY GOLF ESTATE RENTALS - PLETTENBERG BAY ACCOMMODATION Goose Valley Golf ... | 35 | 0.5% |
| Sapphire Mews, Cravenby Special: 50% Deposit + 1st months rent-free & 1st 10 ... | 19 | 0.3% |
| Cosy two bedroom Flats in Cravenby, Elsies River Located near amenities and public transport, in central area 7 minutes to ... | 13 | 0.2% |
| Stunning new apartments - First Month Rent Free & No Deposit, Terms & Conditions Apply!!! Beautiful new 2 Bedroom Apartments ... | 10 | 0.2% |
| Situated in a secure lifestyle estate with 24hour access control, on Simonsvlei Road, just outside Paarl and a mere stone’s throw away ... | 10 | 0.2% |
| Kettles house is a self check in facility, you can arrive, stay, and depart without zero direct contact with staff or other guests. We ... | 8 | 0.1% |
| Limited Special: Pay one month deposit, get one month rent-free!* These secure ... | 7 | 0.1% |
| FIRST MONTH RENT and HALF MONTH DEPOSIT on our unfurnished 2 Bedroom apartments at Buh-Rein Estate Kraaifontein First Month Rent of ... | 7 | 0.1% |
| Beautiful 2 Bedroom Apartments TO LET in Bellville South, Cape Town and offers strict access-controlled entrance and exit. Easy access ... | 6 | 0.1% |
| Stunning new apartments - First Month Rent Free & 50% Deposit!!! Beautiful new 2 Bedroom Apartments TO LET in Bellville South ... | 5 | 0.1% |
| Other values (6012) | 6466 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 8318 | 6.3% | |
| the | 4446 | 3.4% |
| in | 4057 | 3.1% |
| and | 3870 | 2.9% |
| a | 3143 | 2.4% |
| this | 2989 | 2.3% |
| with | 2716 | 2.1% |
| apartment | 2576 | 2.0% |
| bedroom | 2507 | 1.9% |
| is | 2469 | 1.9% |
| Other values (5811) | 94155 |
Most occurring characters
| Value | Count | Frequency (%) |
| 7777 |
Most occurring categories
| Value | Count | Frequency (%) |
| Control | 7777 |
Most frequent character per category
Control
| Value | Count | Frequency (%) |
| 7777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 7777 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 7777 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7777 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 7777 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 373.7 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 4 | |
| na | |
| Other values (15) |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.085028849 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 2552 | |
| 1 | 1431 | |
| 3 | 1273 | |
| 4 | 523 | 7.9% |
| na | 321 | 4.9% |
| 5 | 198 | 3.0% |
| 6 | 108 | 1.6% |
| 0.5 | 94 | 1.4% |
| 8 | 26 | 0.4% |
| 7 | 24 | 0.4% |
| Other values (10) | 36 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2 | 2552 | |
| 1 | 1431 | |
| 3 | 1273 | |
| 4 | 523 | 7.9% |
| na | 321 | 4.9% |
| 5 | 198 | 3.0% |
| 6 | 108 | 1.6% |
| 0.5 | 94 | 1.4% |
| 8 | 26 | 0.4% |
| 7 | 24 | 0.4% |
| Other values (10) | 36 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 374.0 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| na | 243 |
| 4 | 241 |
| Other values (17) |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.135135135 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2.5 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3456 | |
| 2 | 1641 | |
| 3 | 464 | 7.0% |
| na | 243 | 3.7% |
| 4 | 241 | 3.7% |
| 5 | 107 | 1.6% |
| 2.5 | 94 | 1.4% |
| 1.5 | 90 | 1.4% |
| 3.5 | 71 | 1.1% |
| 6 | 57 | 0.9% |
| Other values (12) | 122 | 1.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 3456 | |
| 2 | 1641 | |
| 3 | 464 | 7.0% |
| na | 243 | 3.7% |
| 4 | 241 | 3.7% |
| 5 | 107 | 1.6% |
| 2.5 | 94 | 1.4% |
| 1.5 | 90 | 1.4% |
| 3.5 | 71 | 1.1% |
| 6 | 57 | 0.9% |
| Other values (12) | 122 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 374.7 KiB |
| 1 | |
|---|---|
| na | |
| 2 | |
| 4 | 262 |
| 3 | 261 |
| Other values (14) | 177 |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.244761616 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | na |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 2901 | |
| na | 1587 | |
| 2 | 1398 | |
| 4 | 262 | 4.0% |
| 3 | 261 | 4.0% |
| 5 | 63 | 1.0% |
| 6 | 56 | 0.9% |
| 7 | 17 | 0.3% |
| 8 | 15 | 0.2% |
| 10 | 10 | 0.2% |
| Other values (9) | 16 | 0.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 2901 | |
| na | 1587 | |
| 2 | 1398 | |
| 4 | 262 | 4.0% |
| 3 | 261 | 4.0% |
| 5 | 63 | 1.0% |
| 6 | 56 | 0.9% |
| 7 | 17 | 0.3% |
| 8 | 15 | 0.2% |
| 10 | 10 | 0.2% |
| Other values (9) | 16 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 245 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 380.1 KiB |
| na | |
|---|---|
| 65 | 97 |
| 60 | 68 |
| 40 | 65 |
| 54 | 57 |
| Other values (240) |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.07728515 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 79 ? |
|---|---|
| Unique (%) | 1.2% |
Sample
| 1st row | 66 |
|---|---|
| 2nd row | na |
| 3rd row | 303 |
| 4th row | na |
| 5th row | 40 |
Common Values
| Value | Count | Frequency (%) |
| na | 4324 | |
| 65 | 97 | 1.5% |
| 60 | 68 | 1.0% |
| 40 | 65 | 1.0% |
| 54 | 57 | 0.9% |
| 50 | 56 | 0.9% |
| 47 | 55 | 0.8% |
| 80 | 44 | 0.7% |
| 55 | 43 | 0.7% |
| 48 | 42 | 0.6% |
| Other values (235) | 1735 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| na | 4324 | |
| 65 | 97 | 1.5% |
| 60 | 68 | 1.0% |
| 40 | 65 | 1.0% |
| 54 | 57 | 0.9% |
| 50 | 56 | 0.8% |
| 47 | 55 | 0.8% |
| 80 | 44 | 0.7% |
| 55 | 43 | 0.7% |
| 48 | 42 | 0.6% |
| Other values (235) | 1740 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 749 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 444.1 KiB |
| Sea Point | 192 |
|---|---|
| Camps Bay | 191 |
| Cape Town City Centre | 161 |
| Parklands | 147 |
| Buh Rein Estate | 109 |
| Other values (744) |
Length
| Max length | 38 |
|---|---|
| Median length | 11 |
| Mean length | 12.03720012 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 219 ? |
|---|---|
| Unique (%) | 3.3% |
Sample
| 1st row | Tyger Valley |
|---|---|
| 2nd row | Kenilworth |
| 3rd row | Sea Point |
| 4th row | Blouberg Sands |
| 5th row | Oakdale |
Common Values
| Value | Count | Frequency (%) |
| Sea Point | 192 | 2.9% |
| Camps Bay | 191 | 2.9% |
| Cape Town City Centre | 161 | 2.4% |
| Parklands | 147 | 2.2% |
| Buh Rein Estate | 109 | 1.7% |
| Rondebosch | 102 | 1.5% |
| Burgundy Estate | 102 | 1.5% |
| Observatory | 99 | 1.5% |
| Green Point | 82 | 1.2% |
| Century City | 79 | 1.2% |
| Other values (739) | 5322 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| estate | 635 | 5.6% |
| central | 573 | 5.0% |
| bay | 479 | 4.2% |
| point | 354 | 3.1% |
| city | 240 | 2.1% |
| sea | 202 | 1.8% |
| parklands | 196 | 1.7% |
| camps | 191 | 1.7% |
| cape | 169 | 1.5% |
| town | 167 | 1.5% |
| Other values (748) | 8223 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1830 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 418.4 KiB |
| na | |
|---|---|
| 55 Ramphal Singh Street | 26 |
| The Dunes Resort - Keurboomstrand | 11 |
| 26 Dartford | 10 |
| 1 Belami Drive | 8 |
| Other values (1825) |
Length
| Max length | 93 |
|---|---|
| Median length | 2 |
| Mean length | 8.01153963 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1642 ? |
|---|---|
| Unique (%) | 24.9% |
Sample
| 1st row | na |
|---|---|
| 2nd row | 86 Rosmead Avenue |
| 3rd row | na |
| 4th row | na |
| 5th row | na |
Common Values
| Value | Count | Frequency (%) |
| na | 4488 | |
| 55 Ramphal Singh Street | 26 | 0.4% |
| The Dunes Resort - Keurboomstrand | 11 | 0.2% |
| 26 Dartford | 10 | 0.2% |
| 1 Belami Drive | 8 | 0.1% |
| 1 Corner Of Bester and Peter Barlow Dr | 5 | 0.1% |
| 187 Sir Lowry Road, Woodstock | 5 | 0.1% |
| 5 Halt Road | 4 | 0.1% |
| 16 Bree Street | 4 | 0.1% |
| The Jade Estate, . New Rush | 4 | 0.1% |
| Other values (1820) | 2021 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| na | 4488 | |
| road | 585 | 4.7% |
| street | 530 | 4.3% |
| 1 | 182 | 1.5% |
| avenue | 132 | 1.1% |
| rd | 113 | 0.9% |
| drive | 105 | 0.8% |
| estate | 83 | 0.7% |
| 2 | 81 | 0.7% |
| st | 78 | 0.6% |
| Other values (1970) | 6040 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 409.9 KiB |
| monthly | |
|---|---|
| daily |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.716368053 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | monthly |
|---|---|
| 2nd row | monthly |
| 3rd row | monthly |
| 4th row | monthly |
| 5th row | monthly |
Common Values
| Value | Count | Frequency (%) |
| monthly | 5652 | |
| daily | 934 | 14.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| monthly | 5652 | |
| daily | 934 | 14.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 647 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 395.1 KiB |
| 7500 | 232 |
|---|---|
| 6500 | 232 |
| 8500 | 224 |
| 7000 | 196 |
| 8000 | 157 |
| Other values (642) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.405253568 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 271 ? |
|---|---|
| Unique (%) | 4.1% |
Sample
| 1st row | 8750 |
|---|---|
| 2nd row | 9500 |
| 3rd row | 38500 |
| 4th row | 8500 |
| 5th row | 4500 |
Common Values
| Value | Count | Frequency (%) |
| 7500 | 232 | 3.5% |
| 6500 | 232 | 3.5% |
| 8500 | 224 | 3.4% |
| 7000 | 196 | 3.0% |
| 8000 | 157 | 2.4% |
| 9000 | 133 | 2.0% |
| 12000 | 132 | 2.0% |
| 9500 | 128 | 1.9% |
| 10000 | 127 | 1.9% |
| 15000 | 118 | 1.8% |
| Other values (637) | 4907 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 7500 | 232 | 3.5% |
| 6500 | 232 | 3.5% |
| 8500 | 224 | 3.4% |
| 7000 | 196 | 3.0% |
| 8000 | 157 | 2.4% |
| 9000 | 133 | 2.0% |
| 12000 | 132 | 2.0% |
| 9500 | 128 | 1.9% |
| 10000 | 127 | 1.9% |
| 15000 | 118 | 1.8% |
| Other values (637) | 4907 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| id | title | description | bedrooms | bathrooms | parking_spaces | floor_area | location | address | rental_term | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 109197505 | 2 Bedroom Apartment | Luxury Apartment close to amenities, offering 2 spacious bedroom apartment in the popular Tuscan Park Villas, Views overlooking Table ... | 2 | 1 | na | 66 | Tyger Valley | na | monthly | 8750 |
| 1 | 110988274 | 2 Bedroom Apartment | A large 2 bedroom apartment in wonderful condition with a fantastic balcony ... | 2 | 1 | 2 | na | Kenilworth | 86 Rosmead Avenue | monthly | 9500 |
| 2 | 110988262 | 3 Bedroom House | Classic Victorian meets contemporary in this beautiful newly renovated house situated in a secure tranquil cul-de sac. Perfect for ... | 3 | 2.5 | 3 | 303 | Sea Point | na | monthly | 38500 |
| 3 | 110988259 | 2 Bedroom Apartment | This lovely two bed unit is located in a neat, well-kept complex. Open plan kitchen & living area. Two spacious bedrooms with ... | 2 | 1 | 2 | na | Blouberg Sands | na | monthly | 8500 |
| 4 | 110988254 | 1 Bedroom House | One bedroom house - stand alone - available immediately\n\nOpen plan kitchen & Lounge;\n1 Bedroom (BIC) with door;\nBathroom with ... | 1 | 1 | 1 | 40 | Oakdale | na | monthly | 4500 |
| 5 | 109635153 | 3 Bedroom Apartment | This beautiful and contemporary apartment features classy, high-end finishes and offers 3 spacious bedrooms, a study, as well as 2 ... | 3 | 2 | 2 | 180 | Fresnaye | na | monthly | 40000 |
| 6 | 109925523 | 1 Bedroom Apartment | This superb 1 bed and 1 bath apartment has sensational views of the city. Centrally ... | 1 | 1 | na | na | De Waterkant | 31 Mechau Street | monthly | 12000 |
| 7 | 109948805 | 3 Bedroom House | Fully furnished home is close to PnP Centre Gordons Bay, walking distance to the beach.\nIt has an entrance hall leading to the ... | 3 | 2 | 3 | na | Gordon Strand Estate | na | monthly | 13000 |
| 8 | 110988075 | 2 Bedroom Apartment | Beautiful 2 Bedroom Apartments TO LET in Bellville South, Cape Town and offers strict access-controlled entrance and exit. Easy access ... | 2 | 1 | na | na | Glenhaven | na | monthly | 7050 |
| 9 | 110987919 | 1 Bedroom Apartment | Available on the 1st of April. Situated on the first floor and looking out to the south is the majestic Table Mountain. This luxury ... | 1 | 1 | 1 | 64 | Sandown | na | monthly | 9000 |
Last rows
| id | title | description | bedrooms | bathrooms | parking_spaces | floor_area | location | address | rental_term | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 6576 | 110977864 | 1 Bedroom Apartment | This spacious ground floor apartment is in Van Riebeek Hof A, in Knysna Road, Milnerton. It is available for rental from either the 1/3 ... | 1 | 1 | 2 | 60 | Milnerton Central | na | monthly | 7500 |
| 6577 | 110987620 | 2 Bedroom Apartment | Be the first to live in the exciting new Development Bow Tie in Burgundy Estate \n\nThis Stunning 2 bedrooms and 1 bathrooms ground floor ... | 2 | 1 | 1 | na | Burgundy Estate | na | monthly | 9500 |
| 6578 | 110984257 | 1 Bedroom Apartment | Welcoming young professionals, Students and couples with kids.\r\n\r\n\r\nLocated in Richmond Estate Goodwood. If you are working in Goodwood ... | 1 | 1 | na | na | Richmond Estate | na | monthly | 4600 |
| 6579 | 110948363 | 2 Bedroom Apartment | Spacious and comfortable 2 bedroom apartment, walking distance to beach front, shops and restaurants. Situated in Big Bay Beach Club ... | 2 | 1 | na | na | Big Bay | na | monthly | 12500 |
| 6580 | 110953383 | 2 Bedroom Apartment | Garden City Heights \r\nDouble story modern corner scheme.\r\n2 Spacious bedrooms with built in cupboards bedrooms \r\n2 bathrooms, one with ... | 2 | 2 | 1 | na | Pinelands | na | monthly | 12000 |
| 6581 | 110908433 | 1 Bedroom Apartment | This lovely 1 bedroom is fully furnished, fully equipped, secure and central!\n\nUnfortunately NO pets allowed - no ... | 1 | 1 | na | na | Northcliff | na | monthly | 7500 |
| 6582 | 110941202 | Apartment | Lounge with kitchenette\r\nBedroom and bathroom | na | na | na | na | Lotus River | 294 - 7th Avenue | monthly | 3800 |
| 6583 | 110661397 | 3 Bedroom House | Double storey farm style spacious home 3 bedrooms main bedroom en suite second bathroom ... | 3 | 2 | 2 | na | Leisure Isle | 6 Hall Road | daily | 4000 |
| 6584 | 110792018 | 1 Bedroom Apartment | This lovely 1 bedroom is fully furnished, fully equipped, secure and central!\n\nUnfortunately NO pets allowed - no ... | 1 | 1 | na | na | Northcliff | na | monthly | 7500 |
| 6585 | 108815872 | 1 Bedroom Apartment | Fully furnished 1 bedroom apartment situated in a secure, modern and great located building in Dewater kant. The unit is situated in a ... | 1 | 1 | 1 | na | De Waterkant | na | monthly | 13000 |
Most frequently occurring
| id | title | description | bedrooms | bathrooms | parking_spaces | floor_area | location | address | rental_term | price | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 109330218 | 1 Bedroom Apartment | Lovely 1 Bedroom 1 Bathroom!\n\nModern apartments display innovative layouts and quality finishes, such as aluminium windows and granite ... | 1 | 1 | 1 | na | Parklands North | na | monthly | 6500 | 2 |
| 1 | 109392702 | 3 Bedroom Apartment | Located in the heart Parklands (less than 5km from Bloubergstrand), we offer you a ... | 3 | 2 | 2 | 122 | Parklands | St.james | monthly | 9000 | 2 |
| 2 | 110814882 | 0.5 Bedroom Apartment | Located just 2.1 km from Milnerton Beach, 212 Crystal Towers Residence - Superior Studio Apartment provides accommodation in Cape Town ... | 0.5 | 1 | 1 | 57 | Century City | na | monthly | 22250 | 2 |
| 3 | 110895645 | 3 Bedroom House | An avantgarde, Tuscan Villa with a Spanish feel, tucked away, near and overlooking a nature reserve. Two lounges many fire places an ... | 3 | 2 | 6 | na | Big Bay | na | monthly | 55000 | 2 |
| 4 | 110901908 | 2 Bedroom Apartment | FIRST MONTH RENT and HALF MONTH DEPOSIT on our unfurnished 2 Bedroom apartments at Buh-Rein Estate Kraaifontein\r\n\r\nFirst Month Rent of ... | 2 | 1 | 1 | 43 | Buh Rein Estate | na | monthly | 6250 | 2 |
| 5 | 110958451 | 3 Bedroom House | Enjoy this lock up & go cottage in Rondebosch with good accommodation and affordable. There are 3 bedrooms, a lounge, dining area ... | 3 | 1 | na | na | Rondebosch | na | monthly | 10000 | 2 |